AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
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srid Bundle Nix Chrome Devtools MCP 2chrome-devtools-mcp launcher — a single bash script that resolves Playwright's bundled Chrome-for-Testing and Node.js directly through Nix. See repo README for usage, override mechanisms, and version compatibility.
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tarunlnmiit Skill Ultimate Protocol Simulator 2Use this skill ALWAYS when the user explicitly requests "ultimate mode", "max efficiency", "binary mode", or asks you to write code with literally zero English output. This forces the agent into a non-human syntax protocol.
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tingwillforever Bundle Meegle MCP 2业务方平台通过远端 Meegle MCP Server 直接接入时,必须使用这套 canonical public MCP skill。适用于查询和操作 Meegle / 飞书项目中的空间、工作项、视图、流程、评论、子任务、附件、发布任务等场景。默认只使用 `preset.public` 中真实存在的 public MCP tools;当任务涉及 direct MCP 的字段发现、关联字段过滤、视图读取、工作流流转、写前确认、能力缺口判断时都应触发。
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trsdn Skill Copilot Setup Audit 2Audit a repository's Copilot CLI customization setup and suggest improvements. Use when the user wants to review their Copilot configuration, find gaps, validate agents, skills, instructions, hooks, plugins, or MCP setup, or optimize their CLI customization setup.
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trsdn Bundle Copilot Skill Builder 2A meta-skill that teaches how to create and maintain Agent Skills for Copilot CLI. Use this skill when the user wants to create a new skill, understand skill frontmatter, configure allowed-tools, choose skill locations, or learn best practices for writing SKILL.md files.
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try-works Bundle Rlm Subagent 2Master skill for parallel subagent-driven execution with automatic fallback to single-agent sequential mode. Use when implementing plans with multiple independent sub-phases (SP1, SP2...) to dispatch parallel subagents, or when requiring code review between implementation and testing. Trigger phrases: "parallelize", "dispatch subagent", "split into sub-phases", "code review subagent", "parallel testing".
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upbit-official Bundle Setup 2Diagnose the current mode and CLI availability when using upbit-strategy-toolkit for the first time or when another skill cannot run. Checks uv/uvx behavior in clone mode and agent skills mode. Environment setup, getting started, first use, setup, uv explanation. Use when the user is starting for the first time, or when another skill detects unmet environment requirements (missing uv, uv sync failure, CLI execution failure, etc.) and recommends routing here.
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vercel-labs Bundle Slack Agent 2Use when working on Slack agent/bot code, Chat SDK applications, or projects using @chat-adapter/slack. Provides development patterns, testing requirements, and quality standards.
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vltansky Bundle Agents Md Evals 2Evaluate and optimize AGENTS.md/CLAUDE.md instruction files through A/B testing. Use when the user says "eval my agents.md", "test my claude.md", "optimize my instructions", "which rules matter", "trim my agents file", or wants to know which instructions in their global config actually change model behavior vs. are dead weight.
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voidful Skill Launch 2Launch and automate VS Code Insiders with the Copilot Chat extension using agent-browser via Chrome DevTools Protocol. Use when you need to interact with the VS Code UI, automate the chat panel, test the extension UI, or take screenshots. Triggers include 'automate VS Code', 'interact with chat', 'test the UI', 'take a screenshot', 'launch with debugging'.
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voidful Skill Troubleshoot 2Investigate unexpected chat agent behavior by analyzing direct debug logs in JSONL files. Use when users ask why something happened, why a request was slow, why tools or subagents were used or skipped, or why instructions/skills/agents did not load.
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voidful Skill Anthropic Sdk Upgrader 2Use this agent when the user needs to upgrade Anthropic SDK packages. This includes: upgrading @anthropic-ai/sdk or @anthropic-ai/claude-agent-sdk to newer versions, migrating between SDK versions, resolving SDK-related dependency conflicts, updating SDK types and interfaces, or asking about SDK upgrade procedures. Examples: 'Upgrade the Anthropic SDK to the latest version', 'Help me migrate to the latest claude-agent-sdk', 'What's the process for upgrading Anthropic packages?'
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wasabeef Skill Agentnote Release 2Prepare and publish Agent Note releases with the repo-local Markdown workflow, including version bump validation, release note preview, tag creation, workflow monitoring, and npm/GitHub verification.
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gn00678465 Bundle Skill Cleaner 2Audit Codex/OpenClaw skills: loaded roots, duplicate skills, unused skills, prompt-budget costs, compact descriptions.
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grant-ge Bundle Wiki Maintainer 2当用户要求维护项目 wiki、补图谱、生成或更新 RepoWiki、维护 Understand-Anything 图谱、写 enhancement JSON、改 schema、命名、引用、更新规则、校验脚本、判断图谱完整性、派子 agent 分模块补充图谱时使用。维护入口,不负责普通 wiki 问答。
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gszyboy Skill Reflect 2Review recent work, find repeated workflow patterns, and suggest reusable skills, agents, commands, config changes, or playbooks. Use when the user asks to learn from past sessions, improve recurring workflows, or identify what should be turned into reusable agent instructions.
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helius-tech-labs Bundle Svm 4Explore Solana's architecture and protocol internals. Covers the SVM execution engine, account model, consensus, transactions, validator economics, data layer, development tooling, and token extensions using the Helius blog, SIMDs, and Agave/Firedancer source code.
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hmbown Skill Social Media 2Use this skill when creating short-form social media content for LinkedIn, Twitter/X, or other platforms
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hmbown Bundle Skill Creator 3Guide for creating effective skills that extend agent capabilities with specialized knowledge, workflows, or tool integrations. Use this skill when the user asks to: (1) create a new skill, (2) make a skill, (3) build a skill, (4) set up a skill, (5) initialize a skill, (6) scaffold a skill, (7) update or modify an existing skill, (8) validate a skill, (9) learn about skill structure, (10) understand how skills work, or (11) get guidance on skill design patterns. Trigger on phrases like "create a skill", "new skill", "make a skill", "skill for X", "how do I create a skill", or "help me build a skill".
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jacbk Skill Research 2Gather information about users from materials, profile config, GitHub, and web search to inform portfolio content and design decisions.
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jarimustonen Skill Issue 2Manage issues and epics in issues/. Use when creating, searching, updating, or closing issues and epics.
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jarimustonen Skill Issue New 2Thin filing skill for the standard intake flow. Captures a bug report or feature request faithfully (verbatim text + attachments), picks a `type` hint, sets reporter/provenance/source-ref, and files it with `issuectl intake file --json` into the `untriaged` reception state — then attaches screenshots and returns the slug. FILING ONLY — it never triages, decides, analyses, or fixes; that is `/issue-intake`'s and the user's job. Use when a reporter (human or bot) hands you a report to record, or when a deterministic filer needs one validated, idempotent CLI call. NOT for processing the queue (`/issue-intake`), NOT for fixing (`/worktree-bugfix`).
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jarimustonen Skill Issue Intake 2Read-only intake processing for the standard intake flow — REPLACES /triage-bugs. Reads the actionable queue with `issuectl intake queue --json` (bug reports AND feature requests, any provenance), drives a read-only analysis worker (`/worktree-bug-analysis`, kept as the engine) on unclear items so they gain a `## Triage analysis` section, then briefs the user in product-owner language with a per-item recommendation (accept / defer / needs-info / reject / cannot-reproduce / duplicate / obsolete / retype). PRESENTATION ONLY — it never files, analyses inline, decides, or applies a disposition; the decision and its `issuectl intake accept|defer|reject|…` transition belong to the user (or `/stint`). Use at the start of a work session or when asked 'katso tuliko uusia', 'check the intake queue'. NOT for filing (`/issue-new`), NOT for fixing (`/worktree-bugfix`).
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jasperpwang Bundle LLM Wiki 2用 Codex 直接维护客制化 LLM Wiki / Markdown 知识库。Use when the user wants Codex to ingest sources, query with citations, lint, analyze knowledge graph, manage review/deep-research queues, or emulate nashsu/llm_wiki without an app, API key, or local model server.
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jd-opensource Bundle My 2Check and set the agent's own runtime state (model, iterations, context window, token usage, web config). Use when diagnosing why something doesn't work ("why can't you search the web?", "why did you stop?"), checking resource limits before complex tasks, adapting configuration for long or simple tasks, or remembering user preferences across turns. Also use when the user asks what model you are running, how many tokens you've used, or what your settings are.
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jfrog Bundle Jfrog 2Interact with the JFrog Platform via the JFrog CLI, JFrog MCP server and REST/GraphQL APIs. Use this skill when the user wants to manage Artifactory repositories, upload or download artifacts, manage builds, configure permissions, manage users and groups, work with access tokens, configure JFrog CLI servers, search artifacts, manage properties, set up replication, manage JFrog Projects, run security audits or scans, look up CVE details, query exposures scan results from JFrog Advanced Security, manage release bundles and lifecycle operations, aggregate or export platform data, or perform any JFrog Platform administration task. Also use when the user mentions jf, jfrog, artifactory, xray, distribution, evidence, apptrust, onemodel, graphql, workers, mission control, curation, advanced security, exposures, or any JFrog product name. Do NOT use this skill to install, add, remove, list, or manage MCP servers.
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jfrog Bundle Jfrog MCP Management 2Use to install, list, or remove MCP servers, and to discover which MCPs the user can install — including questions about available, approved, or allowed MCPs for a project. That governed catalog is the authoritative answer; do not answer those questions from local IDE/settings allowlists alone. Use whenever the user wants to add/enable/install/list/remove/uninstall/configure an MCP or write/update the agent's MCP config — even if they name a package like `@scope/pkg` and even without saying "MCP" or "JFrog". Never install an MCP any other way. All of this goes through the JFrog Agent Guard (npx @jfrog/agent-guard).
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jojious Bundle Atlassian 2Interact with Jira and Confluence via the `acli` CLI tool (Atlassian CLI). Use this skill whenever the user wants to manage Jira work items (create, edit, transition, search, comment, assign, bulk ops), manage sprints or boards, list/view Jira projects, or work with Confluence pages, blogs, and spaces — all from the terminal without opening a browser. Also trigger when the user says things like "ดู issue ของฉัน", "transition ไป In Progress", "สร้าง bug ใน Jira", "search ด้วย JQL", "ดู sprint ปัจจุบัน", "bulk transition", "ดู Confluence page", หรือ อะไรก็ตามที่ต้องการโต้ตอบกับ Atlassian products ผ่าน command line. Always use `acli` via the shell execution tool — never use the Atlassian MCP for tasks this skill covers.
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jongio Bundle Create Skill 2**WORKFLOW SKILL** - Create and register a complete portable agent skill in a managed skills-repo.config.json repository or an existing skills repository. Produces focused instructions, documentation, deterministic tests, Vally evals, locked tooling, registration, and optional validated thumbnail art. USE FOR: create-skill, create a skill, add an agent skill, scaffold a portable skill, register a skill, add skill to managed repo, create skill in existing repo, generate an example skill from a fixture, add skill thumbnail art. DO NOT USE FOR: scaffolding a new marketplace collection from scratch (use create-skills-repo), editing one existing skill instruction without registration work (use skill-authoring), creating an agent persona.
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kaposty Skill Checkpoint 2Prepare for context compaction by hand, with care, before you run /compact. A deliberate, model-driven pass that brings ALL durable context up to date so nothing is left stale anywhere: flushes the Session Ledger, syncs the plan file, carries what outlives the task into the project state file, graduates cross-project lessons into the memory store, reconciles project knowledge docs, refreshes the current situation (a /update-style "where we are, what's next"), guards against context bloat, and only then gives a green light to compact. It never compacts by itself. It exists because automatic compaction gives the model no turn to prepare, so quality preparation has to be a deliberate step. Complements the Session Ledger; does not replace it. TRIGGERS: "/checkpoint", "checkpoint", "prepare compact", "prepare for compaction", "before the compact", "save the context", "compact vorbereiten", "kontext sichern", and the same intent in any other language. Fire it right before every manual /compact. Two other things can
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koushenhai Skill Openspec Explore 2Enter explore mode - a thinking partner for exploring ideas, investigating problems, and clarifying requirements. Use when the user wants to think through something before or during a change.
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koushenhai Skill Openspec Propose 2Propose a new change with all artifacts generated in one step. Use when the user wants to quickly describe what they want to build and get a complete proposal with design, specs, and tasks ready for implementation.
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koushenhai Skill Openspec Apply Change 2Implement tasks from an OpenSpec change. Use when the user wants to start implementing, continue implementation, or work through tasks.
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kshyam Skill Prompt Master 2Restructure messy, rambling, or stream-of-consciousness requests into a clean task spec BEFORE executing them, so nothing buried in the dump gets lost. Use this skill whenever the user's message is a brain dump: long unstructured paragraphs, voice-dictated text, multiple tangled tasks, requests with contradictions, "sorry this is messy but", walls of context with the actual ask buried in the middle, or copy-pasted notes ending in "can you do this". Do NOT use for short clear requests, follow-ups within an ongoing task, or casual conversation; restructuring a clean request is pure friction.
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kshyam Skill Write A Skill 2Turn a plain-language description of a desired behavior into a properly structured, installable SKILL.md following Anthropic's skill-authoring best practices: trigger-optimized description, explain-the-why instructions, output templates, examples, and anti-trigger calibration. Use this skill whenever the user says "make a skill", "write a skill for", "turn this into a skill", "create a SKILL.md", describes a behavior they want Claude to follow every time, or complains about re-explaining the same instructions across chats (a recurring-behavior request is a skill request in disguise). Do NOT use for one-off task instructions, MCP server development, or general prompt-writing advice.
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kukucaicndy Skill Pencil Design 4Pencil MCP visual design tool for creating UI pages, components, and design systems in .pen files. Invoke when user needs to create visual designs, UI mockups, page layouts, or design systems.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include slack-agent, social-media, prompt-master. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.